Overview
Brought to you by YData
Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 264 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 21.5 KiB |
| Average record size in memory | 83.5 B |
Variable types
| Categorical | 2 |
|---|---|
| Numeric | 10 |
AGE is highly overall correlated with BMI and 2 other fields | High correlation |
BMI is highly overall correlated with AGE and 2 other fields | High correlation |
Class is highly overall correlated with AGE and 2 other fields | High correlation |
Cr is highly overall correlated with Urea | High correlation |
HbA1c is highly overall correlated with AGE and 2 other fields | High correlation |
TG is highly overall correlated with VLDL | High correlation |
Urea is highly overall correlated with Cr | High correlation |
VLDL is highly overall correlated with TG | High correlation |
Reproduction
| Analysis started | 2025-10-20 14:15:09.088440 |
|---|---|
| Analysis finished | 2025-10-20 14:15:26.727470 |
| Duration | 17.64 seconds |
| Software version | ydata-profiling vv4.17.0 |
| Download configuration | config.json |
Variables
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 144 | |
| 0 | 120 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 144 | |
| 0 | 120 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 144 | |
| 0 | 120 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 264 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 144 | |
| 0 | 120 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 264 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 144 | |
| 0 | 120 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 264 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 144 | |
| 0 | 120 |
AGE
Real number (ℝ)
High correlation
| Distinct | 42 |
|---|---|
| Distinct (%) | 15.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49.522727 |
| Minimum | 25 |
|---|---|
| Maximum | 77 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.2 KiB |
Quantile statistics
| Minimum | 25 |
|---|---|
| 5-th percentile | 31 |
| Q1 | 43 |
| median | 50 |
| Q3 | 55.25 |
| 95-th percentile | 64 |
| Maximum | 77 |
| Range | 52 |
| Interquartile range (IQR) | 12.25 |
Descriptive statistics
| Standard deviation | 10.127301 |
|---|---|
| Coefficient of variation (CV) | 0.20449804 |
| Kurtosis | -0.19573344 |
| Mean | 49.522727 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -0.28039397 |
| Sum | 13074 |
| Variance | 102.56222 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=42)
| Value | Count | Frequency (%) |
| 55 | 29 | 11.0% |
| 50 | 27 | 10.2% |
| 54 | 17 | 6.4% |
| 49 | 15 | 5.7% |
| 60 | 13 | 4.9% |
| 30 | 10 | 3.8% |
| 57 | 10 | 3.8% |
| 33 | 10 | 3.8% |
| 44 | 9 | 3.4% |
| 40 | 8 | 3.0% |
| Other values (32) | 116 |
| Value | Count | Frequency (%) |
| 25 | 1 | 0.4% |
| 26 | 2 | 0.8% |
| 30 | 10 | |
| 31 | 4 | 1.5% |
| 32 | 1 | 0.4% |
| 33 | 10 | |
| 34 | 2 | 0.8% |
| 35 | 7 | |
| 36 | 3 | 1.1% |
| 38 | 2 | 0.8% |
| Value | Count | Frequency (%) |
| 77 | 2 | 0.8% |
| 73 | 1 | 0.4% |
| 69 | 4 | |
| 68 | 3 | |
| 67 | 1 | 0.4% |
| 65 | 2 | 0.8% |
| 64 | 2 | 0.8% |
| 63 | 3 | |
| 62 | 1 | 0.4% |
| 61 | 5 |
Urea
Real number (ℝ)
High correlation
| Distinct | 83 |
|---|---|
| Distinct (%) | 31.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.6715152 |
| Minimum | 1.1 |
|---|---|
| Maximum | 26.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.2 KiB |
Quantile statistics
| Minimum | 1.1 |
|---|---|
| 5-th percentile | 2.1 |
| Q1 | 3.6 |
| median | 4.7 |
| Q3 | 6.1 |
| 95-th percentile | 12.87 |
| Maximum | 26.4 |
| Range | 25.3 |
| Interquartile range (IQR) | 2.5 |
Descriptive statistics
| Standard deviation | 4.0028367 |
|---|---|
| Coefficient of variation (CV) | 0.70577908 |
| Kurtosis | 10.187269 |
| Mean | 5.6715152 |
| Median Absolute Deviation (MAD) | 1.3 |
| Skewness | 2.9688506 |
| Sum | 1497.28 |
| Variance | 16.022702 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5 | 14 | 5.3% |
| 4.7 | 12 | 4.5% |
| 4 | 10 | 3.8% |
| 3.3 | 9 | 3.4% |
| 3 | 9 | 3.4% |
| 4.8 | 8 | 3.0% |
| 4.6 | 8 | 3.0% |
| 4.4 | 7 | 2.7% |
| 7.5 | 6 | 2.3% |
| 3.8 | 6 | 2.3% |
| Other values (73) | 175 |
| Value | Count | Frequency (%) |
| 1.1 | 1 | 0.4% |
| 1.2 | 1 | 0.4% |
| 1.8 | 2 | 0.8% |
| 1.9 | 1 | 0.4% |
| 2 | 5 | |
| 2.1 | 5 | |
| 2.2 | 2 | 0.8% |
| 2.3 | 3 | |
| 2.4 | 1 | 0.4% |
| 2.5 | 2 | 0.8% |
| Value | Count | Frequency (%) |
| 26.4 | 1 | 0.4% |
| 24 | 3 | |
| 22 | 2 | |
| 20.8 | 3 | |
| 17.1 | 1 | 0.4% |
| 14.9 | 1 | 0.4% |
| 14.5 | 1 | 0.4% |
| 13.5 | 1 | 0.4% |
| 13.2 | 1 | 0.4% |
| 11 | 1 | 0.4% |
Cr
Real number (ℝ)
High correlation
| Distinct | 90 |
|---|---|
| Distinct (%) | 34.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 85.806818 |
| Minimum | 6 |
|---|---|
| Maximum | 800 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.2 KiB |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 28 |
| Q1 | 46 |
| median | 61 |
| Q3 | 82.25 |
| 95-th percentile | 224.25 |
| Maximum | 800 |
| Range | 794 |
| Interquartile range (IQR) | 36.25 |
Descriptive statistics
| Standard deviation | 99.400047 |
|---|---|
| Coefficient of variation (CV) | 1.1584167 |
| Kurtosis | 30.308609 |
| Mean | 85.806818 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 5.0092364 |
| Sum | 22653 |
| Variance | 9880.3694 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 55 | 12 | 4.5% |
| 53 | 10 | 3.8% |
| 70 | 9 | 3.4% |
| 106 | 8 | 3.0% |
| 74 | 7 | 2.7% |
| 39 | 7 | 2.7% |
| 54 | 6 | 2.3% |
| 44 | 6 | 2.3% |
| 38 | 6 | 2.3% |
| 67 | 6 | 2.3% |
| Other values (80) | 187 |
| Value | Count | Frequency (%) |
| 6 | 1 | 0.4% |
| 20 | 2 | |
| 22 | 1 | 0.4% |
| 23 | 2 | |
| 24 | 2 | |
| 25 | 1 | 0.4% |
| 26 | 1 | 0.4% |
| 27 | 1 | 0.4% |
| 28 | 4 | |
| 30 | 3 |
| Value | Count | Frequency (%) |
| 800 | 3 | |
| 401 | 3 | |
| 370 | 2 | |
| 344 | 1 | 0.4% |
| 327 | 1 | 0.4% |
| 315 | 1 | 0.4% |
| 243 | 1 | 0.4% |
| 230 | 1 | 0.4% |
| 228 | 1 | 0.4% |
| 203 | 1 | 0.4% |
HbA1c
Real number (ℝ)
High correlation
| Distinct | 74 |
|---|---|
| Distinct (%) | 28.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.8627273 |
| Minimum | 0.9 |
|---|---|
| Maximum | 14.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.2 KiB |
Quantile statistics
| Minimum | 0.9 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 6.1 |
| Q3 | 8.2 |
| 95-th percentile | 11.985 |
| Maximum | 14.6 |
| Range | 13.7 |
| Interquartile range (IQR) | 3.2 |
Descriptive statistics
| Standard deviation | 2.5446035 |
|---|---|
| Coefficient of variation (CV) | 0.37078604 |
| Kurtosis | 0.11707699 |
| Mean | 6.8627273 |
| Median Absolute Deviation (MAD) | 1.5 |
| Skewness | 0.74100213 |
| Sum | 1811.76 |
| Variance | 6.475007 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4 | 22 | 8.3% |
| 5 | 16 | 6.1% |
| 5.4 | 15 | 5.7% |
| 6 | 14 | 5.3% |
| 4.3 | 8 | 3.0% |
| 9 | 8 | 3.0% |
| 7 | 8 | 3.0% |
| 4.9 | 7 | 2.7% |
| 4.1 | 6 | 2.3% |
| 6.8 | 6 | 2.3% |
| Other values (64) | 154 |
| Value | Count | Frequency (%) |
| 0.9 | 3 | 1.1% |
| 3.7 | 2 | 0.8% |
| 4 | 22 | |
| 4.1 | 6 | 2.3% |
| 4.2 | 4 | 1.5% |
| 4.3 | 8 | 3.0% |
| 4.5 | 4 | 1.5% |
| 4.7 | 1 | 0.4% |
| 4.8 | 1 | 0.4% |
| 4.9 | 7 | 2.7% |
| Value | Count | Frequency (%) |
| 14.6 | 1 | 0.4% |
| 13.8 | 1 | 0.4% |
| 13.7 | 1 | 0.4% |
| 13.2 | 1 | 0.4% |
| 12.9 | 1 | 0.4% |
| 12.4 | 2 | |
| 12.3 | 4 | |
| 12.2 | 2 | |
| 12 | 1 | 0.4% |
| 11.9 | 2 |
Chol
Real number (ℝ)
| Distinct | 57 |
|---|---|
| Distinct (%) | 21.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.5943939 |
| Minimum | 0 |
|---|---|
| Maximum | 9.5 |
| Zeros | 1 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2.9 |
| Q1 | 3.875 |
| median | 4.5 |
| Q3 | 5.3 |
| 95-th percentile | 6.6 |
| Maximum | 9.5 |
| Range | 9.5 |
| Interquartile range (IQR) | 1.425 |
Descriptive statistics
| Standard deviation | 1.2890621 |
|---|---|
| Coefficient of variation (CV) | 0.28057282 |
| Kurtosis | 2.1710583 |
| Mean | 4.5943939 |
| Median Absolute Deviation (MAD) | 0.7 |
| Skewness | 0.50282492 |
| Sum | 1212.92 |
| Variance | 1.661681 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4 | 18 | 6.8% |
| 4.2 | 13 | 4.9% |
| 4.9 | 13 | 4.9% |
| 4.3 | 12 | 4.5% |
| 4.8 | 10 | 3.8% |
| 4.7 | 10 | 3.8% |
| 3.4 | 10 | 3.8% |
| 4.6 | 9 | 3.4% |
| 4.4 | 9 | 3.4% |
| 3.7 | 8 | 3.0% |
| Other values (47) | 152 |
| Value | Count | Frequency (%) |
| 0 | 1 | 0.4% |
| 0.5 | 1 | 0.4% |
| 2 | 5 | |
| 2.1 | 1 | 0.4% |
| 2.3 | 2 | 0.8% |
| 2.4 | 1 | 0.4% |
| 2.7 | 1 | 0.4% |
| 2.8 | 1 | 0.4% |
| 2.9 | 3 | |
| 3 | 3 |
| Value | Count | Frequency (%) |
| 9.5 | 1 | |
| 9.2 | 1 | |
| 9.1 | 1 | |
| 8.8 | 1 | |
| 8 | 1 | |
| 7.6 | 1 | |
| 7.5 | 1 | |
| 7.3 | 1 | |
| 7.2 | 1 | |
| 6.9 | 1 |
TG
Real number (ℝ)
High correlation
| Distinct | 45 |
|---|---|
| Distinct (%) | 17.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.1518939 |
| Minimum | 0.6 |
|---|---|
| Maximum | 8.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.2 KiB |
Quantile statistics
| Minimum | 0.6 |
|---|---|
| 5-th percentile | 0.7 |
| Q1 | 1.3 |
| median | 1.8 |
| Q3 | 2.725 |
| 95-th percentile | 4.585 |
| Maximum | 8.7 |
| Range | 8.1 |
| Interquartile range (IQR) | 1.425 |
Descriptive statistics
| Standard deviation | 1.2658411 |
|---|---|
| Coefficient of variation (CV) | 0.58824514 |
| Kurtosis | 2.9667458 |
| Mean | 2.1518939 |
| Median Absolute Deviation (MAD) | 0.6 |
| Skewness | 1.5321763 |
| Sum | 568.1 |
| Variance | 1.6023538 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=45)
| Value | Count | Frequency (%) |
| 1.3 | 20 | 7.6% |
| 1.8 | 16 | 6.1% |
| 2 | 16 | 6.1% |
| 1.9 | 14 | 5.3% |
| 1.6 | 14 | 5.3% |
| 1.7 | 13 | 4.9% |
| 1.5 | 11 | 4.2% |
| 2.9 | 11 | 4.2% |
| 1.1 | 11 | 4.2% |
| 1.4 | 10 | 3.8% |
| Other values (35) | 128 |
| Value | Count | Frequency (%) |
| 0.6 | 6 | 2.3% |
| 0.7 | 9 | |
| 0.8 | 10 | |
| 0.9 | 5 | 1.9% |
| 1 | 5 | 1.9% |
| 1.1 | 11 | |
| 1.2 | 10 | |
| 1.3 | 20 | |
| 1.4 | 10 | |
| 1.5 | 11 |
| Value | Count | Frequency (%) |
| 8.7 | 1 | 0.4% |
| 6 | 2 | 0.8% |
| 5.9 | 2 | 0.8% |
| 5.3 | 5 | |
| 5.1 | 1 | 0.4% |
| 4.9 | 1 | 0.4% |
| 4.8 | 1 | 0.4% |
| 4.6 | 1 | 0.4% |
| 4.5 | 4 | |
| 4.4 | 3 |
HDL
Real number (ℝ)
| Distinct | 25 |
|---|---|
| Distinct (%) | 9.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.1828788 |
| Minimum | 0.4 |
|---|---|
| Maximum | 4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.2 KiB |
Quantile statistics
| Minimum | 0.4 |
|---|---|
| 5-th percentile | 0.7 |
| Q1 | 0.9 |
| median | 1.1 |
| Q3 | 1.325 |
| 95-th percentile | 2.085 |
| Maximum | 4 |
| Range | 3.6 |
| Interquartile range (IQR) | 0.425 |
Descriptive statistics
| Standard deviation | 0.45559059 |
|---|---|
| Coefficient of variation (CV) | 0.38515408 |
| Kurtosis | 5.8350725 |
| Mean | 1.1828788 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | 1.7370948 |
| Sum | 312.28 |
| Variance | 0.20756278 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| 0.9 | 38 | |
| 1 | 31 | |
| 1.3 | 28 | |
| 1.1 | 25 | |
| 0.8 | 24 | |
| 1.2 | 23 | |
| 1.4 | 19 | |
| 0.7 | 13 | 4.9% |
| 1.7 | 9 | 3.4% |
| 1.6 | 8 | 3.0% |
| Other values (15) | 46 |
| Value | Count | Frequency (%) |
| 0.4 | 4 | 1.5% |
| 0.5 | 2 | 0.8% |
| 0.6 | 7 | 2.7% |
| 0.7 | 13 | 4.9% |
| 0.75 | 2 | 0.8% |
| 0.8 | 24 | |
| 0.9 | 38 | |
| 1 | 31 | |
| 1.03 | 1 | 0.4% |
| 1.1 | 25 |
| Value | Count | Frequency (%) |
| 4 | 1 | 0.4% |
| 2.5 | 4 | |
| 2.4 | 4 | |
| 2.3 | 3 | 1.1% |
| 2.1 | 2 | 0.8% |
| 2 | 2 | 0.8% |
| 1.9 | 6 | |
| 1.8 | 4 | |
| 1.7 | 9 | |
| 1.6 | 8 |
LDL
Real number (ℝ)
| Distinct | 45 |
|---|---|
| Distinct (%) | 17.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.5308712 |
| Minimum | 0.3 |
|---|---|
| Maximum | 5.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.2 KiB |
Quantile statistics
| Minimum | 0.3 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1.8 |
| median | 2.5 |
| Q3 | 3.2 |
| 95-th percentile | 4.2 |
| Maximum | 5.6 |
| Range | 5.3 |
| Interquartile range (IQR) | 1.4 |
Descriptive statistics
| Standard deviation | 1.0001728 |
|---|---|
| Coefficient of variation (CV) | 0.39518913 |
| Kurtosis | -0.39363532 |
| Mean | 2.5308712 |
| Median Absolute Deviation (MAD) | 0.7 |
| Skewness | 0.32101409 |
| Sum | 668.15 |
| Variance | 1.0003456 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=45)
| Value | Count | Frequency (%) |
| 3 | 17 | 6.4% |
| 2.6 | 14 | 5.3% |
| 3.6 | 13 | 4.9% |
| 1.8 | 13 | 4.9% |
| 1.4 | 12 | 4.5% |
| 2.5 | 12 | 4.5% |
| 2 | 11 | 4.2% |
| 1.3 | 11 | 4.2% |
| 2.4 | 9 | 3.4% |
| 2.8 | 9 | 3.4% |
| Other values (35) | 143 |
| Value | Count | Frequency (%) |
| 0.3 | 1 | 0.4% |
| 0.75 | 1 | 0.4% |
| 0.8 | 1 | 0.4% |
| 0.9 | 5 | |
| 0.95 | 2 | 0.8% |
| 1 | 5 | |
| 1.1 | 4 | 1.5% |
| 1.2 | 3 | 1.1% |
| 1.3 | 11 | |
| 1.35 | 2 | 0.8% |
| Value | Count | Frequency (%) |
| 5.6 | 1 | 0.4% |
| 5.5 | 1 | 0.4% |
| 4.9 | 2 | 0.8% |
| 4.8 | 1 | 0.4% |
| 4.6 | 1 | 0.4% |
| 4.3 | 5 | |
| 4.2 | 5 | |
| 4.1 | 6 | |
| 4 | 2 | 0.8% |
| 3.9 | 2 | 0.8% |
VLDL
Real number (ℝ)
High correlation
| Distinct | 33 |
|---|---|
| Distinct (%) | 12.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.4791667 |
| Minimum | 0.2 |
|---|---|
| Maximum | 31.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.2 KiB |
Quantile statistics
| Minimum | 0.2 |
|---|---|
| 5-th percentile | 0.4 |
| Q1 | 0.675 |
| median | 0.9 |
| Q3 | 1.3 |
| 95-th percentile | 2.2 |
| Maximum | 31.8 |
| Range | 31.6 |
| Interquartile range (IQR) | 0.625 |
Descriptive statistics
| Standard deviation | 3.0998561 |
|---|---|
| Coefficient of variation (CV) | 2.0956774 |
| Kurtosis | 54.817911 |
| Mean | 1.4791667 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | 7.0042464 |
| Sum | 390.5 |
| Variance | 9.609108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=33)
| Value | Count | Frequency (%) |
| 0.7 | 33 | |
| 0.8 | 30 | |
| 0.6 | 25 | 9.5% |
| 0.9 | 21 | 8.0% |
| 1.3 | 19 | 7.2% |
| 0.5 | 16 | 6.1% |
| 1 | 16 | 6.1% |
| 1.1 | 15 | 5.7% |
| 0.4 | 13 | 4.9% |
| 0.3 | 10 | 3.8% |
| Other values (23) | 66 |
| Value | Count | Frequency (%) |
| 0.2 | 2 | 0.8% |
| 0.3 | 10 | 3.8% |
| 0.4 | 13 | 4.9% |
| 0.5 | 16 | |
| 0.6 | 25 | |
| 0.7 | 33 | |
| 0.8 | 30 | |
| 0.9 | 21 | |
| 1 | 16 | |
| 1.1 | 15 |
| Value | Count | Frequency (%) |
| 31.8 | 1 | |
| 24.5 | 1 | |
| 22.2 | 1 | |
| 14.5 | 1 | |
| 13.1 | 1 | |
| 11.3 | 1 | |
| 10 | 1 | |
| 7 | 1 | |
| 5 | 1 | |
| 4.1 | 1 |
BMI
Real number (ℝ)
High correlation
| Distinct | 38 |
|---|---|
| Distinct (%) | 14.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.626856 |
| Minimum | 19 |
|---|---|
| Maximum | 43.25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.2 KiB |
Quantile statistics
| Minimum | 19 |
|---|---|
| 5-th percentile | 21 |
| Q1 | 23 |
| median | 25 |
| Q3 | 30 |
| 95-th percentile | 36.5265 |
| Maximum | 43.25 |
| Range | 24.25 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 5.0936518 |
|---|---|
| Coefficient of variation (CV) | 0.19129753 |
| Kurtosis | -0.33317551 |
| Mean | 26.626856 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.68804824 |
| Sum | 7029.49 |
| Variance | 25.945289 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=38)
| Value | Count | Frequency (%) |
| 24 | 39 | |
| 21 | 29 | 11.0% |
| 22 | 21 | 8.0% |
| 23 | 20 | 7.6% |
| 33 | 19 | 7.2% |
| 30 | 15 | 5.7% |
| 29 | 15 | 5.7% |
| 27 | 13 | 4.9% |
| 26 | 10 | 3.8% |
| 25 | 10 | 3.8% |
| Other values (28) | 73 |
| Value | Count | Frequency (%) |
| 19 | 5 | 1.9% |
| 19.5 | 1 | 0.4% |
| 20 | 7 | 2.7% |
| 21 | 29 | |
| 21.17 | 1 | 0.4% |
| 22 | 21 | |
| 22.5 | 1 | 0.4% |
| 23 | 20 | |
| 23.5 | 1 | 0.4% |
| 24 | 39 |
| Value | Count | Frequency (%) |
| 43.25 | 1 | 0.4% |
| 39 | 5 | |
| 38 | 1 | 0.4% |
| 37 | 5 | |
| 36.6 | 2 | 0.8% |
| 36.11 | 1 | 0.4% |
| 36 | 2 | 0.8% |
| 35 | 4 | |
| 34 | 4 | |
| 33.9 | 1 | 0.4% |
Class
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 528.0 B |
| 2 | |
|---|---|
| 0 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 128 | |
| 0 | 96 | |
| 1 | 40 | 15.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 128 | |
| 0 | 96 | |
| 1 | 40 | 15.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 128 | |
| 0 | 96 | |
| 1 | 40 | 15.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 264 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 128 | |
| 0 | 96 | |
| 1 | 40 | 15.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 264 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 128 | |
| 0 | 96 | |
| 1 | 40 | 15.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 264 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 128 | |
| 0 | 96 | |
| 1 | 40 | 15.2% |
Interactions
Correlations
| AGE | BMI | Chol | Class | Cr | Gender | HDL | HbA1c | LDL | TG | Urea | VLDL | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AGE | 1.000 | 0.642 | 0.066 | 0.562 | 0.196 | 0.134 | -0.058 | 0.558 | -0.047 | 0.276 | 0.311 | 0.235 |
| BMI | 0.642 | 1.000 | 0.167 | 0.584 | 0.172 | 0.127 | 0.020 | 0.706 | -0.070 | 0.327 | 0.246 | 0.323 |
| Chol | 0.066 | 0.167 | 1.000 | 0.216 | 0.008 | 0.109 | 0.057 | 0.224 | 0.455 | 0.323 | 0.122 | 0.309 |
| Class | 0.562 | 0.584 | 0.216 | 1.000 | 0.121 | 0.214 | 0.000 | 0.768 | 0.069 | 0.240 | 0.216 | 0.000 |
| Cr | 0.196 | 0.172 | 0.008 | 0.121 | 1.000 | 0.121 | -0.045 | 0.127 | 0.079 | 0.215 | 0.682 | 0.240 |
| Gender | 0.134 | 0.127 | 0.109 | 0.214 | 0.121 | 1.000 | 0.106 | 0.210 | 0.026 | 0.115 | 0.236 | 0.098 |
| HDL | -0.058 | 0.020 | 0.057 | 0.000 | -0.045 | 0.106 | 1.000 | -0.013 | -0.125 | -0.105 | -0.049 | -0.048 |
| HbA1c | 0.558 | 0.706 | 0.224 | 0.768 | 0.127 | 0.210 | -0.013 | 1.000 | -0.123 | 0.319 | 0.237 | 0.310 |
| LDL | -0.047 | -0.070 | 0.455 | 0.069 | 0.079 | 0.026 | -0.125 | -0.123 | 1.000 | 0.100 | 0.073 | 0.096 |
| TG | 0.276 | 0.327 | 0.323 | 0.240 | 0.215 | 0.115 | -0.105 | 0.319 | 0.100 | 1.000 | 0.204 | 0.640 |
| Urea | 0.311 | 0.246 | 0.122 | 0.216 | 0.682 | 0.236 | -0.049 | 0.237 | 0.073 | 0.204 | 1.000 | 0.170 |
| VLDL | 0.235 | 0.323 | 0.309 | 0.000 | 0.240 | 0.098 | -0.048 | 0.310 | 0.096 | 0.640 | 0.170 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| Gender | AGE | Urea | Cr | HbA1c | Chol | TG | HDL | LDL | VLDL | BMI | Class | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 50 | 4.7 | 46 | 4.9 | 4.2 | 0.9 | 2.4 | 1.4 | 0.5 | 24.0 | 0 |
| 1 | 1 | 26 | 4.5 | 62 | 4.9 | 3.7 | 1.4 | 1.1 | 2.1 | 0.6 | 23.0 | 0 |
| 2 | 1 | 33 | 7.1 | 46 | 4.9 | 4.9 | 1.0 | 0.8 | 2.0 | 0.4 | 21.0 | 0 |
| 3 | 0 | 45 | 2.3 | 24 | 4.0 | 2.9 | 1.0 | 1.0 | 1.5 | 0.4 | 21.0 | 0 |
| 4 | 0 | 50 | 2.0 | 50 | 4.0 | 3.6 | 1.3 | 0.9 | 2.1 | 0.6 | 24.0 | 0 |
| 5 | 1 | 48 | 4.7 | 47 | 4.0 | 2.9 | 0.8 | 0.9 | 1.6 | 0.4 | 24.0 | 0 |
| 6 | 1 | 43 | 2.6 | 67 | 4.0 | 3.8 | 0.9 | 2.4 | 3.7 | 1.0 | 21.0 | 0 |
| 7 | 0 | 32 | 3.6 | 28 | 4.0 | 3.8 | 2.0 | 2.4 | 3.8 | 1.0 | 24.0 | 0 |
| 8 | 0 | 31 | 4.4 | 55 | 4.2 | 3.6 | 0.7 | 1.7 | 1.6 | 0.3 | 23.0 | 0 |
| 9 | 0 | 33 | 3.3 | 53 | 4.0 | 4.0 | 1.1 | 0.9 | 2.7 | 1.0 | 21.0 | 0 |
| Gender | AGE | Urea | Cr | HbA1c | Chol | TG | HDL | LDL | VLDL | BMI | Class | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 254 | 1 | 52 | 7.8 | 315 | 7.7 | 3.5 | 1.3 | 1.0 | 1.6 | 1.4 | 33.0 | 2 |
| 255 | 1 | 53 | 14.9 | 327 | 11.0 | 5.9 | 8.7 | 1.0 | 3.0 | 3.4 | 33.0 | 2 |
| 256 | 1 | 57 | 4.6 | 370 | 6.8 | 4.0 | 6.0 | 2.5 | 3.5 | 1.1 | 37.0 | 2 |
| 257 | 1 | 57 | 4.6 | 370 | 6.8 | 6.1 | 6.0 | 2.5 | 3.5 | 1.1 | 37.0 | 2 |
| 258 | 0 | 55 | 24.0 | 401 | 6.3 | 4.3 | 2.9 | 0.4 | 2.7 | 1.3 | 28.0 | 2 |
| 259 | 0 | 61 | 24.0 | 401 | 7.0 | 4.3 | 2.9 | 0.4 | 2.7 | 1.3 | 30.0 | 2 |
| 260 | 0 | 61 | 24.0 | 401 | 7.0 | 4.3 | 2.9 | 0.4 | 2.7 | 1.3 | 36.6 | 2 |
| 261 | 1 | 60 | 20.8 | 800 | 9.0 | 2.3 | 1.1 | 0.9 | 0.9 | 0.5 | 33.0 | 2 |
| 262 | 1 | 56 | 20.8 | 800 | 9.0 | 4.6 | 2.0 | 1.2 | 2.5 | 0.9 | 35.0 | 2 |
| 263 | 1 | 58 | 20.8 | 800 | 9.1 | 6.6 | 2.9 | 1.1 | 4.3 | 1.3 | 33.0 | 2 |